{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`A4 : 210 x 297 mm`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from speckle_pattern import generate_and_save, generate_lines, generate_checkerboard\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pattern of vertical or horizontal lines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "W = 100 # width of printed image, [mm]\n",
    "H = 50 # height of printed image, [mm]\n",
    "dpi = 200\n",
    "\n",
    "line_width = 5. # line width in printed image, [mm]\n",
    "N_lines = None # number of lines - if None, use line width defined above\n",
    "orientation = 'vertical' # choose 'vertical0 or 'horizontal' line orientation\n",
    "\n",
    "out_path = f'example_lines_{orientation}.jpg' # output image name (TIFF or JPEG)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image saved to example_lines_vertical.jpg.\n"
     ]
    }
   ],
   "source": [
    "lines = generate_lines(H, W, dpi, line_width, path=out_path, orientation=orientation, N_lines=N_lines)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Preview:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, int(W/H*10)))\n",
    "plt.imshow(lines, cmap='gray', interpolation='nearest')\n",
    "plt.title(out_path);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Checkerboard pattern"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image saved to example_checkerboard.jpg.\n"
     ]
    }
   ],
   "source": [
    "out_path= 'example_checkerboard.jpg'\n",
    "checkerboard = generate_checkerboard(H, W, dpi, \n",
    "                                     path=out_path, line_width=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, int(W/H*10)))\n",
    "plt.imshow(checkerboard, cmap='gray', interpolation='nearest')\n",
    "plt.title(out_path);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Speckle pattern"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "W = 100 # width of printed image, [mm]\n",
    "H = 50 # height of printed image, [mm]\n",
    "D = 3. # approximate speckle diameter, [mm]\n",
    "dpi = 200\n",
    "\n",
    "out_path = 'example.tiff' # # output image name (TIFF or JPEG)\n",
    "\n",
    "size_randomness = 0.3 # set higher for more speckle size variety\n",
    "position_randomness = 1. # set higher for more speckle position variety\n",
    "speckle_blur = 0.8 # sigma of smothing Gaussian kernel\n",
    "grid_step = 1.4 # approximate grid step, in terms of speckle diameter `D`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Random speckle generation complete.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 432/432 [00:00<00:00, 11858.40it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image saved to example.tiff.\n"
     ]
    }
   ],
   "source": [
    "speckle = generate_and_save(H, W, dpi, D,\n",
    "                            path=out_path,\n",
    "                            size_randomness=size_randomness,\n",
    "                            position_randomness=position_randomness,\n",
    "                            speckle_blur=speckle_blur,\n",
    "                            grid_step=grid_step,\n",
    "                         )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, int(W/H*10)))\n",
    "plt.imshow(speckle, cmap='gray', interpolation='nearest')\n",
    "plt.title(out_path);"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
